Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 663 |
| Missing cells | 7 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 140.0 KiB |
| Average record size in memory | 216.2 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 17 |
| Numeric | 8 |
age is highly overall correlated with decage | High correlation |
decage is highly overall correlated with age | High correlation |
height is highly overall correlated with weight and 1 other fields | High correlation |
weight is highly overall correlated with height and 1 other fields | High correlation |
bmi is highly overall correlated with weight | High correlation |
final_dx_categorized is highly overall correlated with final_dx | High correlation |
sex is highly overall correlated with height | High correlation |
final_dx is highly overall correlated with final_dx_categorized | High correlation |
demographics_firstvisit is highly imbalanced (57.2%) | Imbalance |
hispanic is highly imbalanced (70.4%) | Imbalance |
health_history1 is highly imbalanced (83.6%) | Imbalance |
health_history2 is highly imbalanced (72.8%) | Imbalance |
health_history3 is highly imbalanced (78.3%) | Imbalance |
health_history4 is highly imbalanced (81.2%) | Imbalance |
health_history5 is highly imbalanced (92.6%) | Imbalance |
health_history6 is highly imbalanced (92.6%) | Imbalance |
health_history7 is highly imbalanced (86.1%) | Imbalance |
health_history10 is highly imbalanced (94.7%) | Imbalance |
health_history11 is highly imbalanced (87.8%) | Imbalance |
health_history12 is highly imbalanced (52.8%) | Imbalance |
oasis_id has unique values | Unique |
demographics_id has unique values | Unique |
final_dx_categorized has 47 (7.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-16 04:12:08.416601 |
|---|---|
| Analysis finished | 2023-10-16 04:12:16.568438 |
| Duration | 8.15 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
oasis_id
Text
UNIQUE
| Distinct | 663 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 5304 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 663 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | OAS42000 |
|---|---|
| 2nd row | OAS42001 |
| 3rd row | OAS42002 |
| 4th row | OAS42003 |
| 5th row | OAS42004 |
| Value | Count | Frequency (%) |
| oas42000 | 1 | 0.2% |
| oas42090 | 1 | 0.2% |
| oas42002 | 1 | 0.2% |
| oas42003 | 1 | 0.2% |
| oas42004 | 1 | 0.2% |
| oas42006 | 1 | 0.2% |
| oas42007 | 1 | 0.2% |
| oas42009 | 1 | 0.2% |
| oas42010 | 1 | 0.2% |
| oas42011 | 1 | 0.2% |
| Other values (653) | 653 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 893 | |
| 2 | 891 | |
| O | 663 | |
| A | 663 | |
| S | 663 | |
| 0 | 231 | 4.4% |
| 1 | 228 | 4.3% |
| 5 | 222 | 4.2% |
| 6 | 220 | 4.1% |
| 3 | 220 | 4.1% |
| Other values (3) | 410 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3315 | |
| Uppercase Letter | 1989 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 893 | |
| 2 | 891 | |
| 0 | 231 | 7.0% |
| 1 | 228 | 6.9% |
| 5 | 222 | 6.7% |
| 6 | 220 | 6.6% |
| 3 | 220 | 6.6% |
| 7 | 156 | 4.7% |
| 9 | 128 | 3.9% |
| 8 | 126 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 663 | |
| A | 663 | |
| S | 663 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3315 | |
| Latin | 1989 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 893 | |
| 2 | 891 | |
| 0 | 231 | 7.0% |
| 1 | 228 | 6.9% |
| 5 | 222 | 6.7% |
| 6 | 220 | 6.6% |
| 3 | 220 | 6.6% |
| 7 | 156 | 4.7% |
| 9 | 128 | 3.9% |
| 8 | 126 | 3.8% |
Latin
| Value | Count | Frequency (%) |
| O | 663 | |
| A | 663 | |
| S | 663 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 893 | |
| 2 | 891 | |
| O | 663 | |
| A | 663 | |
| S | 663 | |
| 0 | 231 | 4.4% |
| 1 | 228 | 4.3% |
| 5 | 222 | 4.2% |
| 6 | 220 | 4.1% |
| 3 | 220 | 4.1% |
| Other values (3) | 410 |
demographics_id
Text
UNIQUE
| Distinct | 663 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
Length
| Max length | 27 |
|---|---|
| Median length | 27 |
| Mean length | 27 |
| Min length | 27 |
Characters and Unicode
| Total characters | 17901 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 663 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | OAS42000_demographics_d3000 |
|---|---|
| 2nd row | OAS42001_demographics_d3000 |
| 3rd row | OAS42002_demographics_d3000 |
| 4th row | OAS42003_demographics_d3000 |
| 5th row | OAS42004_demographics_d3000 |
| Value | Count | Frequency (%) |
| oas42000_demographics_d3000 | 1 | 0.2% |
| oas42090_demographics_d3000 | 1 | 0.2% |
| oas42002_demographics_d3000 | 1 | 0.2% |
| oas42003_demographics_d3000 | 1 | 0.2% |
| oas42004_demographics_d3000 | 1 | 0.2% |
| oas42006_demographics_d3000 | 1 | 0.2% |
| oas42007_demographics_d3000 | 1 | 0.2% |
| oas42009_demographics_d3000 | 1 | 0.2% |
| oas42010_demographics_d3000 | 1 | 0.2% |
| oas42011_demographics_d3000 | 1 | 0.2% |
| Other values (653) | 653 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2220 | 12.4% |
| _ | 1326 | 7.4% |
| d | 1326 | 7.4% |
| 4 | 893 | 5.0% |
| 2 | 891 | 5.0% |
| 3 | 883 | 4.9% |
| O | 663 | 3.7% |
| A | 663 | 3.7% |
| s | 663 | 3.7% |
| c | 663 | 3.7% |
| Other values (16) | 7710 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8619 | |
| Decimal Number | 5967 | |
| Uppercase Letter | 1989 | 11.1% |
| Connector Punctuation | 1326 | 7.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 1326 | |
| s | 663 | |
| c | 663 | |
| i | 663 | |
| h | 663 | |
| p | 663 | |
| a | 663 | |
| r | 663 | |
| g | 663 | |
| o | 663 | |
| Other values (2) | 1326 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2220 | |
| 4 | 893 | |
| 2 | 891 | |
| 3 | 883 | 14.8% |
| 1 | 228 | 3.8% |
| 5 | 222 | 3.7% |
| 6 | 220 | 3.7% |
| 7 | 156 | 2.6% |
| 9 | 128 | 2.1% |
| 8 | 126 | 2.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 663 | |
| A | 663 | |
| S | 663 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1326 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10608 | |
| Common | 7293 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 1326 | 12.5% |
| O | 663 | 6.2% |
| A | 663 | 6.2% |
| s | 663 | 6.2% |
| c | 663 | 6.2% |
| i | 663 | 6.2% |
| h | 663 | 6.2% |
| p | 663 | 6.2% |
| a | 663 | 6.2% |
| r | 663 | 6.2% |
| Other values (5) | 3315 |
Common
| Value | Count | Frequency (%) |
| 0 | 2220 | |
| _ | 1326 | |
| 4 | 893 | |
| 2 | 891 | |
| 3 | 883 | 12.1% |
| 1 | 228 | 3.1% |
| 5 | 222 | 3.0% |
| 6 | 220 | 3.0% |
| 7 | 156 | 2.1% |
| 9 | 128 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17901 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2220 | 12.4% |
| _ | 1326 | 7.4% |
| d | 1326 | 7.4% |
| 4 | 893 | 5.0% |
| 2 | 891 | 5.0% |
| 3 | 883 | 4.9% |
| O | 663 | 3.7% |
| A | 663 | 3.7% |
| s | 663 | 3.7% |
| c | 663 | 3.7% |
| Other values (16) | 7710 |
demographics_firstvisit
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 58 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 605 | |
| 1 | 58 | 8.7% |
sex
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 338 | |
| 1 | 325 |
age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 52 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.251885 |
| Minimum | 21 |
|---|---|
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 66 |
| median | 73 |
| Q3 | 78 |
| 95-th percentile | 87.9 |
| Maximum | 94 |
| Range | 73 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.592839 |
|---|---|
| Coefficient of variation (CV) | 0.13276939 |
| Kurtosis | 1.3256599 |
| Mean | 72.251885 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.52882829 |
| Sum | 47903 |
| Variance | 92.022561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 76 | 48 | 7.2% |
| 72 | 35 | 5.3% |
| 73 | 32 | 4.8% |
| 74 | 29 | 4.4% |
| 68 | 29 | 4.4% |
| 80 | 27 | 4.1% |
| 77 | 26 | 3.9% |
| 75 | 24 | 3.6% |
| 67 | 24 | 3.6% |
| 78 | 24 | 3.6% |
| Other values (42) | 365 |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.2% |
| 37 | 1 | 0.2% |
| 38 | 1 | 0.2% |
| 39 | 1 | 0.2% |
| 43 | 1 | 0.2% |
| 44 | 1 | 0.2% |
| 46 | 2 | |
| 49 | 3 | |
| 50 | 2 | |
| 52 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 94 | 2 | 0.3% |
| 93 | 4 | 0.6% |
| 92 | 2 | 0.3% |
| 91 | 3 | 0.5% |
| 90 | 8 | |
| 89 | 8 | |
| 88 | 7 | |
| 87 | 6 | |
| 86 | 14 | |
| 85 | 7 |
edu
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 2 | |
|---|---|
| 4 | |
| 3 | |
| 0 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 254 | |
| 4 | 169 | |
| 3 | 154 | |
| 0 | 59 | 8.9% |
| 1 | 27 | 4.1% |
race
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7119155 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.0328192 |
|---|---|
| Coefficient of variation (CV) | 2.9398759 |
| Kurtosis | 87.415892 |
| Mean | 1.7119155 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.371092 |
| Sum | 1135 |
| Variance | 25.329269 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 571 | |
| 2 | 68 | 10.3% |
| 5 | 13 | 2.0% |
| 50 | 7 | 1.1% |
| 3 | 3 | 0.5% |
| 4 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 571 | |
| 2 | 68 | 10.3% |
| 3 | 3 | 0.5% |
| 4 | 1 | 0.2% |
| 5 | 13 | 2.0% |
| 50 | 7 | 1.1% |
| Value | Count | Frequency (%) |
| 50 | 7 | 1.1% |
| 5 | 13 | 2.0% |
| 4 | 1 | 0.2% |
| 3 | 3 | 0.5% |
| 2 | 68 | 10.3% |
| 1 | 571 |
hispanic
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 9 | 50 |
| 1 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 9 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 9 | 50 | 7.5% |
| 1 | 7 | 1.1% |
marriage
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 1 | |
|---|---|
| 3 | |
| 4 | |
| 2 | 43 |
| 5 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 459 | |
| 3 | 99 | 14.9% |
| 4 | 56 | 8.4% |
| 2 | 43 | 6.5% |
| 5 | 6 | 0.9% |
declong
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3164103 |
| Minimum | 0.25 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0.25 |
|---|---|
| 5-th percentile | 0.66 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 25 |
| Range | 24.75 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8641114 |
|---|---|
| Coefficient of variation (CV) | 0.86361795 |
| Kurtosis | 11.972273 |
| Mean | 3.3164103 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.7868452 |
| Sum | 2198.78 |
| Variance | 8.2031342 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 2 | 156 | |
| 3 | 155 | |
| 1 | 101 | |
| 5 | 50 | 7.5% |
| 4 | 48 | 7.2% |
| 6 | 27 | 4.1% |
| 0.5 | 20 | 3.0% |
| 7 | 18 | 2.7% |
| 10 | 13 | 2.0% |
| 8 | 13 | 2.0% |
| Other values (20) | 62 | 9.4% |
| Value | Count | Frequency (%) |
| 0.25 | 8 | 1.2% |
| 0.33 | 3 | 0.5% |
| 0.5 | 20 | 3.0% |
| 0.58 | 1 | 0.2% |
| 0.66 | 5 | 0.8% |
| 0.75 | 4 | 0.6% |
| 0.83 | 2 | 0.3% |
| 1 | 101 | |
| 1.25 | 1 | 0.2% |
| 1.5 | 8 | 1.2% |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.2% |
| 21 | 1 | 0.2% |
| 20 | 2 | 0.3% |
| 16 | 1 | 0.2% |
| 15 | 2 | 0.3% |
| 14 | 3 | 0.5% |
| 13 | 2 | 0.3% |
| 12 | 3 | 0.5% |
| 10 | 13 | |
| 9 | 7 |
decage
Real number (ℝ)
HIGH CORRELATION
| Distinct | 56 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.923077 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 63 |
| median | 70 |
| Q3 | 75 |
| 95-th percentile | 84.9 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.18641 |
|---|---|
| Coefficient of variation (CV) | 0.1477939 |
| Kurtosis | 1.7416967 |
| Mean | 68.923077 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.66753404 |
| Sum | 45696 |
| Variance | 103.76296 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74 | 34 | 5.1% |
| 72 | 32 | 4.8% |
| 69 | 31 | 4.7% |
| 73 | 30 | 4.5% |
| 75 | 28 | 4.2% |
| 59 | 28 | 4.2% |
| 71 | 27 | 4.1% |
| 67 | 27 | 4.1% |
| 65 | 27 | 4.1% |
| 66 | 25 | 3.8% |
| Other values (46) | 374 |
| Value | Count | Frequency (%) |
| 18 | 1 | |
| 19 | 1 | |
| 30 | 1 | |
| 35 | 2 | |
| 40 | 2 | |
| 41 | 2 | |
| 42 | 1 | |
| 43 | 1 | |
| 45 | 1 | |
| 46 | 1 |
| Value | Count | Frequency (%) |
| 92 | 3 | 0.5% |
| 91 | 1 | 0.2% |
| 90 | 1 | 0.2% |
| 89 | 4 | 0.6% |
| 88 | 3 | 0.5% |
| 87 | 9 | |
| 86 | 8 | |
| 85 | 5 | |
| 84 | 9 | |
| 83 | 12 |
smoke
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 257 | |
| 2 | 37 | 5.6% |
| 3 | 2 | 0.3% |
height
Real number (ℝ)
HIGH CORRELATION
| Distinct | 48 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 2 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.26056 |
| Minimum | 54.5 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 54.5 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 63 |
| median | 66 |
| Q3 | 69.13 |
| 95-th percentile | 73 |
| Maximum | 77 |
| Range | 22.5 |
| Interquartile range (IQR) | 6.13 |
Descriptive statistics
| Standard deviation | 4.2268327 |
|---|---|
| Coefficient of variation (CV) | 0.06379108 |
| Kurtosis | -0.52892163 |
| Mean | 66.26056 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.09795148 |
| Sum | 43798.23 |
| Variance | 17.866115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 64 | 55 | 8.3% |
| 65 | 52 | 7.8% |
| 66 | 49 | 7.4% |
| 67 | 47 | 7.1% |
| 70 | 44 | 6.6% |
| 68 | 43 | 6.5% |
| 69 | 40 | 6.0% |
| 63 | 40 | 6.0% |
| 62 | 39 | 5.9% |
| 72 | 34 | 5.1% |
| Other values (38) | 218 |
| Value | Count | Frequency (%) |
| 54.5 | 1 | 0.2% |
| 55 | 1 | 0.2% |
| 56 | 2 | 0.3% |
| 57 | 2 | 0.3% |
| 57.5 | 1 | 0.2% |
| 58 | 7 | 1.1% |
| 58.5 | 1 | 0.2% |
| 59 | 9 | 1.4% |
| 59.5 | 2 | 0.3% |
| 60 | 27 |
| Value | Count | Frequency (%) |
| 77 | 2 | 0.3% |
| 76 | 7 | 1.1% |
| 75 | 6 | 0.9% |
| 74.5 | 1 | 0.2% |
| 74 | 14 | |
| 73.6 | 1 | 0.2% |
| 73 | 16 | |
| 72 | 34 | |
| 71.5 | 2 | 0.3% |
| 71 | 29 |
weight
Real number (ℝ)
HIGH CORRELATION
| Distinct | 282 |
|---|---|
| Distinct (%) | 42.7% |
| Missing | 2 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 170.61952 |
| Minimum | 86 |
|---|---|
| Maximum | 450 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 86 |
|---|---|
| 5-th percentile | 110 |
| Q1 | 140.25 |
| median | 166 |
| Q3 | 197 |
| 95-th percentile | 244 |
| Maximum | 450 |
| Range | 364 |
| Interquartile range (IQR) | 56.75 |
Descriptive statistics
| Standard deviation | 42.656096 |
|---|---|
| Coefficient of variation (CV) | 0.25000713 |
| Kurtosis | 2.7322059 |
| Mean | 170.61952 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 0.94352507 |
| Sum | 112779.5 |
| Variance | 1819.5425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150 | 9 | 1.4% |
| 144 | 9 | 1.4% |
| 182 | 9 | 1.4% |
| 132 | 8 | 1.2% |
| 155 | 8 | 1.2% |
| 170 | 8 | 1.2% |
| 180 | 8 | 1.2% |
| 153 | 7 | 1.1% |
| 169 | 7 | 1.1% |
| 123 | 7 | 1.1% |
| Other values (272) | 581 |
| Value | Count | Frequency (%) |
| 86 | 1 | 0.2% |
| 88.5 | 1 | 0.2% |
| 90 | 1 | 0.2% |
| 91 | 1 | 0.2% |
| 95 | 1 | 0.2% |
| 98 | 2 | |
| 98.5 | 1 | 0.2% |
| 98.6 | 1 | 0.2% |
| 100 | 3 | |
| 101 | 4 |
| Value | Count | Frequency (%) |
| 450 | 1 | |
| 316 | 1 | |
| 313 | 1 | |
| 307 | 1 | |
| 306 | 1 | |
| 305 | 1 | |
| 303 | 1 | |
| 300 | 1 | |
| 280 | 1 | |
| 277 | 1 |
bmi
Real number (ℝ)
HIGH CORRELATION
| Distinct | 209 |
|---|---|
| Distinct (%) | 31.7% |
| Missing | 3 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.125606 |
| Minimum | 14.7 |
|---|---|
| Maximum | 59.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 14.7 |
|---|---|
| 5-th percentile | 19.595 |
| Q1 | 23.4 |
| median | 26.3 |
| Q3 | 29.9 |
| 95-th percentile | 37.305 |
| Maximum | 59.4 |
| Range | 44.7 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 5.4333787 |
|---|---|
| Coefficient of variation (CV) | 0.20030442 |
| Kurtosis | 2.5122143 |
| Mean | 27.125606 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 1.0233802 |
| Sum | 17902.9 |
| Variance | 29.521604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.2 | 12 | 1.8% |
| 25.8 | 11 | 1.7% |
| 26.4 | 10 | 1.5% |
| 26.3 | 9 | 1.4% |
| 24 | 9 | 1.4% |
| 28.7 | 8 | 1.2% |
| 25.1 | 8 | 1.2% |
| 31.6 | 7 | 1.1% |
| 25.6 | 7 | 1.1% |
| 26.6 | 7 | 1.1% |
| Other values (199) | 572 |
| Value | Count | Frequency (%) |
| 14.7 | 1 | |
| 16.5 | 1 | |
| 17.4 | 1 | |
| 17.5 | 2 | |
| 17.6 | 1 | |
| 17.8 | 2 | |
| 17.9 | 2 | |
| 18 | 1 | |
| 18.3 | 2 | |
| 18.4 | 2 |
| Value | Count | Frequency (%) |
| 59.4 | 1 | |
| 51.2 | 1 | |
| 49.1 | 1 | |
| 46.2 | 1 | |
| 45.1 | 1 | |
| 42.8 | 1 | |
| 41.6 | 1 | |
| 41.3 | 1 | |
| 40.8 | 1 | |
| 40.3 | 1 |
health_history1
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 16 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 647 | |
| 1 | 16 | 2.4% |
health_history2
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 31 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 31 | 4.7% |
health_history3
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 23 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 23 | 3.5% |
health_history4
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 19 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 644 | |
| 1 | 19 | 2.9% |
health_history5
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
health_history6
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 657 | |
| 1 | 6 | 0.9% |
health_history7
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 650 | |
| 1 | 13 | 2.0% |
health_history10
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 659 | |
| 1 | 4 | 0.6% |
health_history11
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 652 | |
| 1 | 11 | 1.7% |
health_history12
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 663 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 663 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 663 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 67 | 10.1% |
final_dx
Categorical
HIGH CORRELATION
| Distinct | 16 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| Alzheimer Disease Dementia | |
|---|---|
| Uncertain - AD possible | |
| MCI | |
| Cognitively Normal | |
| AD/Vascular | |
| Other values (11) |
Length
| Max length | 40 |
|---|---|
| Median length | 39 |
| Mean length | 20.624434 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13674 |
|---|---|
| Distinct characters | 41 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Uncertain - AD possible |
|---|---|
| 2nd row | Uncertain - AD possible |
| 3rd row | FTD |
| 4th row | Alzheimer Disease Dementia |
| 5th row | Alzheimer Disease Dementia |
Common Values
| Value | Count | Frequency (%) |
| Alzheimer Disease Dementia | 219 | |
| Uncertain - AD possible | 121 | |
| MCI | 49 | 7.4% |
| Cognitively Normal | 47 | 7.1% |
| AD/Vascular | 40 | 6.0% |
| Mood/polypharmacy/sleep | 31 | 4.7% |
| Early Onset AD | 27 | 4.1% |
| FTD | 25 | 3.8% |
| Non-Neurodegenerative Neurologic Disease | 22 | 3.3% |
| Vascular Cognitive Impairment (VCI) | 16 | 2.4% |
| Other values (6) | 66 | 10.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| disease | 241 | |
| alzheimer | 219 | |
| dementia | 219 | |
| ad | 160 | |
| 136 | 7.8% | |
| uncertain | 121 | 6.9% |
| possible | 121 | 6.9% |
| mci | 49 | 2.8% |
| cognitively | 47 | 2.7% |
| normal | 47 | 2.7% |
| Other values (20) | 382 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2072 | |
| i | 1166 | 8.5% |
| 1079 | 7.9% | |
| a | 927 | 6.8% |
| s | 879 | 6.4% |
| D | 728 | 5.3% |
| r | 685 | 5.0% |
| n | 680 | 5.0% |
| l | 631 | 4.6% |
| m | 548 | 4.0% |
| Other values (31) | 4279 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10277 | |
| Uppercase Letter | 2005 | 14.7% |
| Space Separator | 1079 | 7.9% |
| Dash Punctuation | 169 | 1.2% |
| Other Punctuation | 102 | 0.7% |
| Open Punctuation | 16 | 0.1% |
| Close Punctuation | 16 | 0.1% |
| Math Symbol | 10 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2072 | |
| i | 1166 | |
| a | 927 | |
| s | 879 | |
| r | 685 | 6.7% |
| n | 680 | 6.6% |
| l | 631 | 6.1% |
| m | 548 | 5.3% |
| t | 527 | 5.1% |
| o | 480 | 4.7% |
| Other values (10) | 1682 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 728 | |
| A | 447 | |
| N | 155 | 7.7% |
| C | 128 | 6.4% |
| U | 121 | 6.0% |
| M | 95 | 4.7% |
| V | 84 | 4.2% |
| I | 81 | 4.0% |
| O | 53 | 2.6% |
| E | 27 | 1.3% |
| Other values (5) | 86 | 4.3% |
Space Separator
| Value | Count | Frequency (%) |
| 1079 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 169 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 102 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 16 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 16 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12282 | |
| Common | 1392 | 10.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2072 | |
| i | 1166 | 9.5% |
| a | 927 | 7.5% |
| s | 879 | 7.2% |
| D | 728 | 5.9% |
| r | 685 | 5.6% |
| n | 680 | 5.5% |
| l | 631 | 5.1% |
| m | 548 | 4.5% |
| t | 527 | 4.3% |
| Other values (25) | 3439 |
Common
| Value | Count | Frequency (%) |
| 1079 | ||
| - | 169 | 12.1% |
| / | 102 | 7.3% |
| ( | 16 | 1.1% |
| ) | 16 | 1.1% |
| + | 10 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13674 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2072 | |
| i | 1166 | 8.5% |
| 1079 | 7.9% | |
| a | 927 | 6.8% |
| s | 879 | 6.4% |
| D | 728 | 5.3% |
| r | 685 | 5.0% |
| n | 680 | 5.0% |
| l | 631 | 4.6% |
| m | 548 | 4.0% |
| Other values (31) | 4279 |
final_dx_categorized
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5641026 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 47 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.9975494 |
|---|---|
| Coefficient of variation (CV) | 0.87586757 |
| Kurtosis | -0.78374937 |
| Mean | 4.5641026 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.64403094 |
| Sum | 3026 |
| Variance | 15.980401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 219 | |
| 8 | 121 | |
| 2 | 49 | 7.4% |
| 0 | 47 | 7.1% |
| 7 | 40 | 6.0% |
| 5 | 33 | 5.0% |
| 12 | 31 | 4.7% |
| 4 | 27 | 4.1% |
| 3 | 25 | 3.8% |
| 6 | 16 | 2.4% |
| Other values (5) | 55 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 47 | 7.1% |
| 1 | 219 | |
| 2 | 49 | 7.4% |
| 3 | 25 | 3.8% |
| 4 | 27 | 4.1% |
| 5 | 33 | 5.0% |
| 6 | 16 | 2.4% |
| 7 | 40 | 6.0% |
| 8 | 121 | |
| 9 | 7 | 1.1% |
| Value | Count | Frequency (%) |
| 14 | 15 | 2.3% |
| 13 | 10 | 1.5% |
| 12 | 31 | 4.7% |
| 11 | 12 | 1.8% |
| 10 | 11 | 1.7% |
| 9 | 7 | 1.1% |
| 8 | 121 | |
| 7 | 40 | 6.0% |
| 6 | 16 | 2.4% |
| 5 | 33 | 5.0% |
| age | race | declong | decage | height | weight | bmi | final_dx_categorized | demographics_firstvisit | sex | edu | hispanic | marriage | smoke | health_history1 | health_history2 | health_history3 | health_history4 | health_history5 | health_history6 | health_history7 | health_history10 | health_history11 | health_history12 | final_dx | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.045 | -0.047 | 0.960 | -0.188 | -0.275 | -0.212 | -0.216 | 0.000 | 0.000 | 0.077 | 0.000 | 0.175 | 0.124 | 0.093 | 0.083 | 0.000 | 0.068 | 0.000 | 0.000 | 0.262 | 0.000 | 0.000 | 0.000 | 0.210 |
| race | -0.045 | 1.000 | -0.029 | -0.047 | -0.117 | -0.088 | -0.027 | 0.044 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 |
| declong | -0.047 | -0.029 | 1.000 | -0.270 | 0.055 | -0.000 | -0.030 | -0.042 | 0.300 | 0.067 | 0.000 | 0.000 | 0.000 | 0.141 | 0.175 | 0.000 | 0.000 | 0.204 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.059 |
| decage | 0.960 | -0.047 | -0.270 | 1.000 | -0.196 | -0.266 | -0.195 | -0.195 | 0.000 | 0.019 | 0.044 | 0.000 | 0.172 | 0.125 | 0.124 | 0.085 | 0.000 | 0.026 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.000 | 0.191 |
| height | -0.188 | -0.117 | 0.055 | -0.196 | 1.000 | 0.625 | 0.146 | -0.014 | 0.034 | 0.767 | 0.094 | 0.000 | 0.140 | 0.013 | 0.063 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.043 | 0.000 |
| weight | -0.275 | -0.088 | -0.000 | -0.266 | 0.625 | 1.000 | 0.843 | 0.094 | 0.000 | 0.480 | 0.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.057 | 0.182 | 0.062 | 0.154 | 0.122 | 0.000 | 0.000 | 0.000 | 0.000 | 0.100 |
| bmi | -0.212 | -0.027 | -0.030 | -0.195 | 0.146 | 0.843 | 1.000 | 0.132 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.080 | 0.204 | 0.399 | 0.000 | 0.063 | 0.000 | 0.058 | 0.075 |
| final_dx_categorized | -0.216 | 0.044 | -0.042 | -0.195 | -0.014 | 0.094 | 0.132 | 1.000 | 0.000 | 0.097 | 0.080 | 0.055 | 0.064 | 0.000 | 0.096 | 0.054 | 0.042 | 0.120 | 0.081 | 0.000 | 0.042 | 0.090 | 0.015 | 0.183 | 0.995 |
| demographics_firstvisit | 0.000 | 0.000 | 0.300 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 1.000 | 0.089 | 0.086 | 0.053 | 0.040 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.075 |
| sex | 0.000 | 0.000 | 0.067 | 0.019 | 0.767 | 0.480 | 0.180 | 0.097 | 0.089 | 1.000 | 0.178 | 0.054 | 0.285 | 0.115 | 0.061 | 0.065 | 0.077 | 0.105 | 0.031 | 0.024 | 0.000 | 0.000 | 0.000 | 0.062 | 0.154 |
| edu | 0.077 | 0.043 | 0.000 | 0.044 | 0.094 | 0.000 | 0.000 | 0.080 | 0.086 | 0.178 | 1.000 | 0.084 | 0.040 | 0.104 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.053 | 0.078 | 0.091 | 0.129 |
| hispanic | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.053 | 0.054 | 0.084 | 1.000 | 0.074 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| marriage | 0.175 | 0.000 | 0.000 | 0.172 | 0.140 | 0.077 | 0.000 | 0.064 | 0.040 | 0.285 | 0.040 | 0.074 | 1.000 | 0.000 | 0.022 | 0.000 | 0.070 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.092 |
| smoke | 0.124 | 0.000 | 0.141 | 0.125 | 0.013 | 0.000 | 0.000 | 0.000 | 0.054 | 0.115 | 0.104 | 0.000 | 0.000 | 1.000 | 0.000 | 0.040 | 0.000 | 0.060 | 0.100 | 0.000 | 0.000 | 0.000 | 0.201 | 0.000 | 0.000 |
| health_history1 | 0.093 | 0.000 | 0.175 | 0.124 | 0.063 | 0.000 | 0.000 | 0.096 | 0.000 | 0.061 | 0.072 | 0.000 | 0.022 | 0.000 | 1.000 | 0.000 | 0.097 | 0.175 | 0.000 | 0.000 | 0.223 | 0.000 | 0.000 | 0.000 | 0.076 |
| health_history2 | 0.083 | 0.000 | 0.000 | 0.085 | 0.000 | 0.057 | 0.000 | 0.054 | 0.000 | 0.065 | 0.000 | 0.020 | 0.000 | 0.040 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 |
| health_history3 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.182 | 0.000 | 0.042 | 0.000 | 0.077 | 0.000 | 0.000 | 0.070 | 0.000 | 0.097 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| health_history4 | 0.068 | 0.000 | 0.204 | 0.026 | 0.012 | 0.062 | 0.080 | 0.120 | 0.000 | 0.105 | 0.000 | 0.000 | 0.053 | 0.060 | 0.175 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.133 | 0.000 | 0.000 | 0.000 | 0.138 |
| health_history5 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.154 | 0.204 | 0.081 | 0.039 | 0.031 | 0.000 | 0.076 | 0.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 |
| health_history6 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.122 | 0.399 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| health_history7 | 0.262 | 0.000 | 0.000 | 0.158 | 0.024 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.223 | 0.025 | 0.000 | 0.133 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.125 |
| health_history10 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.090 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.196 | 0.082 |
| health_history11 | 0.000 | 0.021 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.051 | 0.000 | 0.078 | 0.000 | 0.000 | 0.201 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.161 |
| health_history12 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.058 | 0.183 | 0.000 | 0.062 | 0.091 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.196 | 0.000 | 1.000 | 0.256 |
| final_dx | 0.210 | 0.000 | 0.059 | 0.191 | 0.000 | 0.100 | 0.075 | 0.995 | 0.075 | 0.154 | 0.129 | 0.000 | 0.092 | 0.000 | 0.076 | 0.000 | 0.000 | 0.138 | 0.069 | 0.000 | 0.125 | 0.082 | 0.161 | 0.256 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| oasis_id | demographics_id | demographics_firstvisit | sex | age | edu | race | hispanic | marriage | declong | decage | smoke | height | weight | bmi | health_history1 | health_history2 | health_history3 | health_history4 | health_history5 | health_history6 | health_history7 | health_history10 | health_history11 | health_history12 | final_dx | final_dx_categorized | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | OAS42000 | OAS42000_demographics_d3000 | 0 | 2 | 76 | 0 | 1 | 9 | 2 | 1.0 | 75 | 1 | 60.0 | 162.000 | 31.6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Uncertain - AD possible | 8 |
| 1 | OAS42001 | OAS42001_demographics_d3000 | 0 | 1 | 82 | 4 | 1 | 0 | 1 | 3.0 | 79 | 1 | 69.0 | 160.200 | 23.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Uncertain - AD possible | 8 |
| 2 | OAS42002 | OAS42002_demographics_d3000 | 1 | 1 | 73 | 4 | 1 | 0 | 1 | 3.0 | 70 | 1 | 69.0 | 208.000 | 30.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | FTD | 3 |
| 3 | OAS42003 | OAS42003_demographics_d3000 | 0 | 2 | 80 | 2 | 1 | 0 | 3 | 2.0 | 78 | 0 | 63.0 | 148.000 | 26.2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Alzheimer Disease Dementia | 1 |
| 4 | OAS42004 | OAS42004_demographics_d3000 | 0 | 2 | 77 | 2 | 1 | 0 | 1 | 5.0 | 72 | 0 | 65.0 | 134.000 | 22.3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Alzheimer Disease Dementia | 1 |
| 5 | OAS42006 | OAS42006_demographics_d3000 | 0 | 2 | 73 | 2 | 1 | 0 | 1 | 5.0 | 68 | 0 | 66.0 | 132.125 | 21.3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Alzheimer Disease Dementia | 1 |
| 6 | OAS42007 | OAS42007_demographics_d3000 | 1 | 1 | 74 | 0 | 1 | 0 | 1 | 3.0 | 71 | 0 | 67.0 | 137.000 | 21.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | MCI | 2 |
| 7 | OAS42009 | OAS42009_demographics_d3000 | 0 | 2 | 84 | 2 | 1 | 0 | 1 | 2.0 | 82 | 0 | 62.0 | 102.000 | 18.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | DLB | 10 |
| 8 | OAS42010 | OAS42010_demographics_d3000 | 1 | 2 | 71 | 2 | 1 | 0 | 3 | 7.0 | 64 | 1 | 60.0 | 130.000 | 25.4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Alzheimer Disease Dementia | 1 |
| 9 | OAS42011 | OAS42011_demographics_d3000 | 0 | 2 | 67 | 2 | 1 | 0 | 1 | 14.0 | 53 | 0 | 63.0 | 214.000 | 37.9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Uncertain - AD possible | 8 |
| oasis_id | demographics_id | demographics_firstvisit | sex | age | edu | race | hispanic | marriage | declong | decage | smoke | height | weight | bmi | health_history1 | health_history2 | health_history3 | health_history4 | health_history5 | health_history6 | health_history7 | health_history10 | health_history11 | health_history12 | final_dx | final_dx_categorized | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 653 | OAS42716 | OAS42716_demographics_d3000 | 0 | 2 | 43 | 4 | 1 | 0 | 1 | 2.0 | 41 | 0 | 64.5 | 174.6 | 29.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Mood/polypharmacy/sleep | 12 |
| 654 | OAS42717 | OAS42717_demographics_d3000 | 0 | 2 | 76 | 0 | 1 | 0 | 1 | 8.0 | 68 | 1 | 63.0 | 132.0 | 23.4 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | Other Non-AD Neurodegenerative Disorder | 5 |
| 655 | OAS42718 | OAS42718_demographics_d3000 | 0 | 2 | 83 | 4 | 1 | 0 | 1 | 5.0 | 78 | 0 | 62.5 | 121.0 | 21.8 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | Alzheimer Disease Dementia | 1 |
| 656 | OAS42719 | OAS42719_demographics_d3000 | 0 | 2 | 77 | 2 | 1 | 0 | 1 | 3.0 | 74 | 1 | 63.0 | 225.0 | 39.9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | FTD | 3 |
| 657 | OAS42720 | OAS42720_demographics_d3000 | 0 | 2 | 75 | 2 | 2 | 0 | 1 | 1.0 | 74 | 0 | 64.0 | 169.0 | 29.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | MCI | 2 |
| 658 | OAS42721 | OAS42721_demographics_d3000 | 0 | 2 | 73 | 4 | 2 | 0 | 2 | 3.0 | 70 | 0 | 66.0 | 153.0 | 24.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | AD+Non Neurodegenerative | 13 |
| 659 | OAS42724 | OAS42724_demographics_d3000 | 0 | 2 | 69 | 4 | 1 | 0 | 1 | 3.0 | 66 | 1 | 66.0 | 130.0 | 21.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | AD Variant | 11 |
| 660 | OAS42725 | OAS42725_demographics_d3000 | 0 | 1 | 86 | 3 | 1 | 0 | 1 | 3.0 | 83 | 1 | 65.0 | 172.0 | 28.6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | MCI | 2 |
| 661 | OAS42726 | OAS42726_demographics_d3000 | 0 | 2 | 60 | 3 | 1 | 0 | 4 | 2.0 | 58 | 2 | 68.0 | 237.0 | 36.0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | Mood/polypharmacy/sleep | 12 |
| 662 | OAS42727 | OAS42727_demographics_d3000 | 0 | 1 | 68 | 4 | 1 | 0 | 1 | 3.0 | 65 | 1 | 65.5 | 202.0 | 33.1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | MCI | 2 |